A Deep Learning based Approach for Automated Defect Detection of Fabrics in Garment Production Line. - Syed Abu Ammar Muhammad Zarif; Philip Jefferson Deori; Ummay Maria Muna; Md Mehefujur Rahman Mubin; Shanta Biswas; Raiyan Rahman (ICCA, 2024)

SSTAF: Spatial-Spectral-Temporal Attention Fusion Transformer for Motor Imagery Classification. - Ummay Maria Muna; Md. Mehedi Hasan Shawon; Md Jobayer; Sumaiya Akter; Saifur Rahman Sabuj (IEEE Access, 2025)

Vision transformer embedded video anomaly detection using attention driven recurrence. - Ummay Maria Muna; Shanta Biswas; Syed Abu Ammar Muhammad Zarif; Philip Jefferson Deori; Tauseef Tajwar; Swakkhar Shatabda (Array, 2025)

GBDTSVM: Combined Support Vector Machine and Gradient Boosting Decision Tree Framework for efficient snoRNA-disease association prediction. - Ummay Maria Muna; Fahim Hafiz; Shanta Biswas; Riasat Azim (Comput. Biol. Medicine, 2025)

Watch, Listen, Understand, Mislead: Tri-modal Adversarial Attacks on Short Videos for Content Appropriateness Evaluation. - Sahid Hossain Mustakim; S. M. Jishanul Islam; Ummay Maria Muna; Montasir Chowdhury; Mohammed Jawwadul Islam; Sadia Ahmmed; Tashfia Sikder; Syed Tasdid Azam Dhrubo; Swakkhar Shatabda (CoRR, 2025)